{"id":"W4415533517","doi":"10.1016/j.jocs.2025.102734","title":"A generalized colouring method for a parallelizable integer linear programming approach to polyomino tiling","year":2025,"lang":"en","type":"article","venue":"Journal of Computational Science","topic":"Color Science and Applications","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Parallelizable manifold; Integer programming; Scalability; Integer (computer science); Overhead (engineering); Computation","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001012737,0.00006421826,0.0001333927,0.0002055249,0.0003267786,0.0001242388,0.0003826178,0.00001035693,0.000007069174],"category_scores_gemma":[0.00003921937,0.00005324472,0.00008357606,0.0009310169,0.00006648543,0.000212099,0.00006204213,0.00007593248,0.000001581384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004594453,"about_ca_system_score_gemma":0.0005621542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001666424,"about_ca_topic_score_gemma":3.602826e-7,"domain_scores_codex":[0.9991074,0.00001477007,0.0002884536,0.0001635698,0.0002321875,0.0001935799],"domain_scores_gemma":[0.9990758,0.0001448835,0.000154638,0.00006645963,0.0004614611,0.00009672611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002848627,0.0001642365,0.0007342993,0.000007009688,0.00001975059,1.077779e-7,0.0003916706,0.7428403,0.002984052,0.2084515,0.0004163572,0.04396224],"study_design_scores_gemma":[0.0005839067,0.00007618211,0.001169564,0.00004239758,0.00002362746,0.000004894731,0.0004826302,0.9285614,0.002302105,0.050507,0.01612542,0.0001208788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.08625388,0.00001186001,0.9113048,0.0007837682,0.00008318961,0.0002337498,0.000002036926,0.000005065785,0.001321665],"genre_scores_gemma":[0.4587368,8.859284e-8,0.5409033,0.0001179999,0.00007856907,0.00002502415,8.267637e-7,0.00000159622,0.0001357464],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.372483,"threshold_uncertainty_score":0.251335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02349717705591378,"score_gpt":0.372624051908216,"score_spread":0.3491268748523022,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}